Overview
Brought to you by YData
Dataset statistics
| Number of variables | 33 |
|---|---|
| Number of observations | 7043 |
| Missing cells | 5174 |
| Missing cells (%) | 2.2% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 9.5 MiB |
| Average record size in memory | 1.4 KiB |
Variable types
| Text | 4 |
|---|---|
| Categorical | 16 |
| Numeric | 7 |
| Boolean | 6 |
Count has constant value "1" | Constant |
Country has constant value "United States" | Constant |
State has constant value "California" | Constant |
Churn Label is highly overall correlated with Churn Reason and 2 other fields | High correlation |
Churn Reason is highly overall correlated with Churn Label and 1 other fields | High correlation |
Churn Score is highly overall correlated with Churn Label and 1 other fields | High correlation |
Churn Value is highly overall correlated with Churn Label and 2 other fields | High correlation |
Contract is highly overall correlated with Tenure Months | High correlation |
Device Protection is highly overall correlated with Internet Service and 6 other fields | High correlation |
Internet Service is highly overall correlated with Device Protection and 6 other fields | High correlation |
Latitude is highly overall correlated with Longitude and 1 other fields | High correlation |
Longitude is highly overall correlated with Latitude and 1 other fields | High correlation |
Monthly Charges is highly overall correlated with Device Protection and 8 other fields | High correlation |
Multiple Lines is highly overall correlated with Monthly Charges and 1 other fields | High correlation |
Online Backup is highly overall correlated with Device Protection and 6 other fields | High correlation |
Online Security is highly overall correlated with Device Protection and 6 other fields | High correlation |
Phone Service is highly overall correlated with Monthly Charges and 1 other fields | High correlation |
Streaming Movies is highly overall correlated with Device Protection and 6 other fields | High correlation |
Streaming TV is highly overall correlated with Device Protection and 6 other fields | High correlation |
Tech Support is highly overall correlated with Device Protection and 6 other fields | High correlation |
Tenure Months is highly overall correlated with Contract | High correlation |
Zip Code is highly overall correlated with Latitude and 1 other fields | High correlation |
Phone Service is highly imbalanced (54.1%) | Imbalance |
Churn Reason has 5174 (73.5%) missing values | Missing |
CustomerID has unique values | Unique |
Reproduction
| Analysis started | 2025-04-20 13:26:20.383952 |
|---|---|
| Analysis finished | 2025-04-20 13:26:39.535067 |
| Duration | 19.15 seconds |
| Software version | ydata-profiling vv4.16.1 |
| Download configuration | config.json |
Variables
CustomerID
Text
Unique
| Distinct | 7043 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 405.9 KiB |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
Unique
| Unique | 7043 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | 3668-QPYBK |
|---|---|
| 2nd row | 9237-HQITU |
| 3rd row | 9305-CDSKC |
| 4th row | 7892-POOKP |
| 5th row | 0280-XJGEX |
| Value | Count | Frequency (%) |
| 3668-qpybk | 1 | < 0.1% |
| 8168-uqwwf | 1 | < 0.1% |
| 7892-pookp | 1 | < 0.1% |
| 0280-xjgex | 1 | < 0.1% |
| 4190-mfluw | 1 | < 0.1% |
| 8779-qrdmv | 1 | < 0.1% |
| 1066-jksgk | 1 | < 0.1% |
| 6467-chfzw | 1 | < 0.1% |
| 8665-utdhz | 1 | < 0.1% |
| 8773-hhuoz | 1 | < 0.1% |
| Other values (7033) | 7033 |
Most occurring characters
| Value | Count | Frequency (%) |
| - | 7043 | 10.0% |
| 2 | 2901 | 4.1% |
| 9 | 2881 | 4.1% |
| 6 | 2870 | 4.1% |
| 7 | 2836 | 4.0% |
| 0 | 2831 | 4.0% |
| 8 | 2812 | 4.0% |
| 5 | 2810 | 4.0% |
| 3 | 2791 | 4.0% |
| 1 | 2726 | 3.9% |
| Other values (27) | 37929 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 70430 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| - | 7043 | 10.0% |
| 2 | 2901 | 4.1% |
| 9 | 2881 | 4.1% |
| 6 | 2870 | 4.1% |
| 7 | 2836 | 4.0% |
| 0 | 2831 | 4.0% |
| 8 | 2812 | 4.0% |
| 5 | 2810 | 4.0% |
| 3 | 2791 | 4.0% |
| 1 | 2726 | 3.9% |
| Other values (27) | 37929 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 70430 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| - | 7043 | 10.0% |
| 2 | 2901 | 4.1% |
| 9 | 2881 | 4.1% |
| 6 | 2870 | 4.1% |
| 7 | 2836 | 4.0% |
| 0 | 2831 | 4.0% |
| 8 | 2812 | 4.0% |
| 5 | 2810 | 4.0% |
| 3 | 2791 | 4.0% |
| 1 | 2726 | 3.9% |
| Other values (27) | 37929 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 70430 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| - | 7043 | 10.0% |
| 2 | 2901 | 4.1% |
| 9 | 2881 | 4.1% |
| 6 | 2870 | 4.1% |
| 7 | 2836 | 4.0% |
| 0 | 2831 | 4.0% |
| 8 | 2812 | 4.0% |
| 5 | 2810 | 4.0% |
| 3 | 2791 | 4.0% |
| 1 | 2726 | 3.9% |
| Other values (27) | 37929 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 7043 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 7043 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 7043 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 7043 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 7043 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 7043 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 7043 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 7043 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 7043 |
Country
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 426.6 KiB |
| United States |
|---|
Length
| Max length | 13 |
|---|---|
| Median length | 13 |
| Mean length | 13 |
| Min length | 13 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | United States |
|---|---|
| 2nd row | United States |
| 3rd row | United States |
| 4th row | United States |
| 5th row | United States |
Common Values
| Value | Count | Frequency (%) |
| United States | 7043 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| united | 7043 | |
| states | 7043 |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 21129 | |
| e | 14086 | |
| U | 7043 | 7.7% |
| n | 7043 | 7.7% |
| i | 7043 | 7.7% |
| d | 7043 | 7.7% |
| 7043 | 7.7% | |
| S | 7043 | 7.7% |
| a | 7043 | 7.7% |
| s | 7043 | 7.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 91559 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| t | 21129 | |
| e | 14086 | |
| U | 7043 | 7.7% |
| n | 7043 | 7.7% |
| i | 7043 | 7.7% |
| d | 7043 | 7.7% |
| 7043 | 7.7% | |
| S | 7043 | 7.7% |
| a | 7043 | 7.7% |
| s | 7043 | 7.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 91559 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| t | 21129 | |
| e | 14086 | |
| U | 7043 | 7.7% |
| n | 7043 | 7.7% |
| i | 7043 | 7.7% |
| d | 7043 | 7.7% |
| 7043 | 7.7% | |
| S | 7043 | 7.7% |
| a | 7043 | 7.7% |
| s | 7043 | 7.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 91559 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| t | 21129 | |
| e | 14086 | |
| U | 7043 | 7.7% |
| n | 7043 | 7.7% |
| i | 7043 | 7.7% |
| d | 7043 | 7.7% |
| 7043 | 7.7% | |
| S | 7043 | 7.7% |
| a | 7043 | 7.7% |
| s | 7043 | 7.7% |
State
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 405.9 KiB |
| California |
|---|
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | California |
|---|---|
| 2nd row | California |
| 3rd row | California |
| 4th row | California |
| 5th row | California |
Common Values
| Value | Count | Frequency (%) |
| California | 7043 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| california | 7043 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 14086 | |
| i | 14086 | |
| C | 7043 | |
| l | 7043 | |
| f | 7043 | |
| o | 7043 | |
| r | 7043 | |
| n | 7043 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 70430 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 14086 | |
| i | 14086 | |
| C | 7043 | |
| l | 7043 | |
| f | 7043 | |
| o | 7043 | |
| r | 7043 | |
| n | 7043 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 70430 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 14086 | |
| i | 14086 | |
| C | 7043 | |
| l | 7043 | |
| f | 7043 | |
| o | 7043 | |
| r | 7043 | |
| n | 7043 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 70430 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 14086 | |
| i | 14086 | |
| C | 7043 | |
| l | 7043 | |
| f | 7043 | |
| o | 7043 | |
| r | 7043 | |
| n | 7043 |
City
Text
| Distinct | 1129 |
|---|---|
| Distinct (%) | 16.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 400.6 KiB |
Length
| Max length | 22 |
|---|---|
| Median length | 19 |
| Mean length | 9.2232003 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Los Angeles |
|---|---|
| 2nd row | Los Angeles |
| 3rd row | Los Angeles |
| 4th row | Los Angeles |
| 5th row | Los Angeles |
| Value | Count | Frequency (%) |
| san | 584 | 5.7% |
| los | 350 | 3.4% |
| angeles | 305 | 3.0% |
| valley | 183 | 1.8% |
| santa | 182 | 1.8% |
| beach | 172 | 1.7% |
| city | 165 | 1.6% |
| diego | 150 | 1.5% |
| sacramento | 116 | 1.1% |
| jose | 112 | 1.1% |
| Other values (1131) | 8000 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 6951 | 10.7% |
| e | 6152 | 9.5% |
| n | 5117 | 7.9% |
| o | 4943 | 7.6% |
| l | 4007 | 6.2% |
| r | 3649 | 5.6% |
| i | 3371 | 5.2% |
| 3276 | 5.0% | |
| s | 2924 | 4.5% |
| t | 2708 | 4.2% |
| Other values (42) | 21861 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 64959 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 6951 | 10.7% |
| e | 6152 | 9.5% |
| n | 5117 | 7.9% |
| o | 4943 | 7.6% |
| l | 4007 | 6.2% |
| r | 3649 | 5.6% |
| i | 3371 | 5.2% |
| 3276 | 5.0% | |
| s | 2924 | 4.5% |
| t | 2708 | 4.2% |
| Other values (42) | 21861 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 64959 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 6951 | 10.7% |
| e | 6152 | 9.5% |
| n | 5117 | 7.9% |
| o | 4943 | 7.6% |
| l | 4007 | 6.2% |
| r | 3649 | 5.6% |
| i | 3371 | 5.2% |
| 3276 | 5.0% | |
| s | 2924 | 4.5% |
| t | 2708 | 4.2% |
| Other values (42) | 21861 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 64959 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 6951 | 10.7% |
| e | 6152 | 9.5% |
| n | 5117 | 7.9% |
| o | 4943 | 7.6% |
| l | 4007 | 6.2% |
| r | 3649 | 5.6% |
| i | 3371 | 5.2% |
| 3276 | 5.0% | |
| s | 2924 | 4.5% |
| t | 2708 | 4.2% |
| Other values (42) | 21861 |
Zip Code
Real number (ℝ)
High correlation
| Distinct | 1652 |
|---|---|
| Distinct (%) | 23.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 93521.965 |
| Minimum | 90001 |
|---|---|
| Maximum | 96161 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 55.2 KiB |
Quantile statistics
| Minimum | 90001 |
|---|---|
| 5-th percentile | 90232 |
| Q1 | 92102 |
| median | 93552 |
| Q3 | 95351 |
| 95-th percentile | 96031 |
| Maximum | 96161 |
| Range | 6160 |
| Interquartile range (IQR) | 3249 |
Descriptive statistics
| Standard deviation | 1865.7946 |
|---|---|
| Coefficient of variation (CV) | 0.019950335 |
| Kurtosis | -1.1540426 |
| Mean | 93521.965 |
| Median Absolute Deviation (MAD) | 1641 |
| Skewness | -0.25146349 |
| Sum | 6.586752 × 108 |
| Variance | 3481189.3 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 90003 | 5 | 0.1% |
| 91436 | 5 | 0.1% |
| 91916 | 5 | 0.1% |
| 91913 | 5 | 0.1% |
| 91911 | 5 | 0.1% |
| 91786 | 5 | 0.1% |
| 91784 | 5 | 0.1% |
| 91780 | 5 | 0.1% |
| 91765 | 5 | 0.1% |
| 91759 | 5 | 0.1% |
| Other values (1642) | 6993 |
| Value | Count | Frequency (%) |
| 90001 | 5 | |
| 90002 | 5 | |
| 90003 | 5 | |
| 90004 | 5 | |
| 90005 | 5 | |
| 90006 | 5 | |
| 90007 | 5 | |
| 90008 | 5 | |
| 90010 | 5 | |
| 90011 | 5 |
| Value | Count | Frequency (%) |
| 96161 | 4 | |
| 96150 | 4 | |
| 96148 | 4 | |
| 96146 | 4 | |
| 96145 | 4 | |
| 96143 | 4 | |
| 96142 | 4 | |
| 96141 | 4 | |
| 96140 | 4 | |
| 96137 | 4 |
Lat Long
Text
| Distinct | 1652 |
|---|---|
| Distinct (%) | 23.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 486.9 KiB |
Length
| Max length | 22 |
|---|---|
| Median length | 22 |
| Mean length | 21.777084 |
| Min length | 18 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 33.964131, -118.272783 |
|---|---|
| 2nd row | 34.059281, -118.30742 |
| 3rd row | 34.048013, -118.293953 |
| 4th row | 34.062125, -118.315709 |
| 5th row | 34.039224, -118.266293 |
| Value | Count | Frequency (%) |
| 121.994813 | 8 | 0.1% |
| 33.964131 | 5 | < 0.1% |
| 118.062611 | 5 | < 0.1% |
| 33.940884 | 5 | < 0.1% |
| 118.128628 | 5 | < 0.1% |
| 33.771612 | 5 | < 0.1% |
| 118.143866 | 5 | < 0.1% |
| 33.833699 | 5 | < 0.1% |
| 118.314387 | 5 | < 0.1% |
| 33.807882 | 5 | < 0.1% |
| Other values (3293) | 14033 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 20397 | |
| 3 | 16446 | |
| . | 14086 | |
| 2 | 13706 | |
| 8 | 11002 | 7.2% |
| 7 | 10782 | 7.0% |
| 4 | 10512 | 6.9% |
| 9 | 9545 | 6.2% |
| 6 | 8950 | 5.8% |
| 5 | 8675 | 5.7% |
| Other values (4) | 29275 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 153376 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 20397 | |
| 3 | 16446 | |
| . | 14086 | |
| 2 | 13706 | |
| 8 | 11002 | 7.2% |
| 7 | 10782 | 7.0% |
| 4 | 10512 | 6.9% |
| 9 | 9545 | 6.2% |
| 6 | 8950 | 5.8% |
| 5 | 8675 | 5.7% |
| Other values (4) | 29275 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 153376 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 20397 | |
| 3 | 16446 | |
| . | 14086 | |
| 2 | 13706 | |
| 8 | 11002 | 7.2% |
| 7 | 10782 | 7.0% |
| 4 | 10512 | 6.9% |
| 9 | 9545 | 6.2% |
| 6 | 8950 | 5.8% |
| 5 | 8675 | 5.7% |
| Other values (4) | 29275 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 153376 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 20397 | |
| 3 | 16446 | |
| . | 14086 | |
| 2 | 13706 | |
| 8 | 11002 | 7.2% |
| 7 | 10782 | 7.0% |
| 4 | 10512 | 6.9% |
| 9 | 9545 | 6.2% |
| 6 | 8950 | 5.8% |
| 5 | 8675 | 5.7% |
| Other values (4) | 29275 |
Latitude
Real number (ℝ)
High correlation
| Distinct | 1652 |
|---|---|
| Distinct (%) | 23.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36.282441 |
| Minimum | 32.555828 |
|---|---|
| Maximum | 41.962127 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 55.2 KiB |
Quantile statistics
| Minimum | 32.555828 |
|---|---|
| 5-th percentile | 32.980678 |
| Q1 | 34.030915 |
| median | 36.391777 |
| Q3 | 38.224869 |
| 95-th percentile | 40.557314 |
| Maximum | 41.962127 |
| Range | 9.406299 |
| Interquartile range (IQR) | 4.193954 |
Descriptive statistics
| Standard deviation | 2.4557226 |
|---|---|
| Coefficient of variation (CV) | 0.067683499 |
| Kurtosis | -1.1356071 |
| Mean | 36.282441 |
| Median Absolute Deviation (MAD) | 2.263493 |
| Skewness | 0.30386729 |
| Sum | 255537.23 |
| Variance | 6.0305734 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 33.964131 | 5 | 0.1% |
| 34.152875 | 5 | 0.1% |
| 32.912664 | 5 | 0.1% |
| 32.64164 | 5 | 0.1% |
| 32.607964 | 5 | 0.1% |
| 34.105493 | 5 | 0.1% |
| 34.141146 | 5 | 0.1% |
| 34.101608 | 5 | 0.1% |
| 33.992416 | 5 | 0.1% |
| 34.231318 | 5 | 0.1% |
| Other values (1642) | 6993 |
| Value | Count | Frequency (%) |
| 32.555828 | 5 | |
| 32.578103 | 5 | |
| 32.579134 | 5 | |
| 32.587557 | 5 | |
| 32.605012 | 5 | |
| 32.607964 | 5 | |
| 32.619465 | 5 | |
| 32.622999 | 5 | |
| 32.636792 | 5 | |
| 32.64164 | 5 |
| Value | Count | Frequency (%) |
| 41.962127 | 4 | |
| 41.950683 | 4 | |
| 41.949216 | 4 | |
| 41.932207 | 4 | |
| 41.924174 | 4 | |
| 41.867908 | 4 | |
| 41.831901 | 4 | |
| 41.816595 | 4 | |
| 41.813521 | 4 | |
| 41.769709 | 4 |
Longitude
Real number (ℝ)
High correlation
| Distinct | 1651 |
|---|---|
| Distinct (%) | 23.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -119.79888 |
| Minimum | -124.30137 |
|---|---|
| Maximum | -114.1929 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 7043 |
| Negative (%) | 100.0% |
| Memory size | 55.2 KiB |
Quantile statistics
| Minimum | -124.30137 |
|---|---|
| 5-th percentile | -122.99873 |
| Q1 | -121.81541 |
| median | -119.73089 |
| Q3 | -118.04324 |
| 95-th percentile | -116.76058 |
| Maximum | -114.1929 |
| Range | 10.108471 |
| Interquartile range (IQR) | 3.772175 |
Descriptive statistics
| Standard deviation | 2.1578891 |
|---|---|
| Coefficient of variation (CV) | -0.018012598 |
| Kurtosis | -1.1360498 |
| Mean | -119.79888 |
| Median Absolute Deviation (MAD) | 1.824786 |
| Skewness | -0.040792383 |
| Sum | -843743.51 |
| Variance | 4.6564853 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -121.994813 | 8 | 0.1% |
| -118.272783 | 5 | 0.1% |
| -117.662032 | 5 | 0.1% |
| -116.635387 | 5 | 0.1% |
| -116.985026 | 5 | 0.1% |
| -117.059459 | 5 | 0.1% |
| -117.660934 | 5 | 0.1% |
| -117.655583 | 5 | 0.1% |
| -118.055848 | 5 | 0.1% |
| -117.807874 | 5 | 0.1% |
| Other values (1641) | 6990 |
| Value | Count | Frequency (%) |
| -124.301372 | 4 | |
| -124.240051 | 4 | |
| -124.217378 | 4 | |
| -124.210902 | 4 | |
| -124.189977 | 4 | |
| -124.163234 | 4 | |
| -124.15428 | 4 | |
| -124.121504 | 4 | |
| -124.108897 | 4 | |
| -124.098739 | 4 |
| Value | Count | Frequency (%) |
| -114.192901 | 5 | |
| -114.36514 | 5 | |
| -114.702256 | 4 | |
| -114.71612 | 5 | |
| -114.717964 | 5 | |
| -114.758334 | 5 | |
| -114.850784 | 5 | |
| -115.152865 | 5 | |
| -115.191857 | 5 | |
| -115.257009 | 5 |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.990487 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Male |
|---|---|
| 2nd row | Female |
| 3rd row | Female |
| 4th row | Female |
| 5th row | Male |
Common Values
| Value | Count | Frequency (%) |
| Male | 3555 | |
| Female | 3488 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| male | 3555 | |
| female | 3488 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 10531 | |
| a | 7043 | |
| l | 7043 | |
| M | 3555 | 10.1% |
| F | 3488 | 9.9% |
| m | 3488 | 9.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 35148 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 10531 | |
| a | 7043 | |
| l | 7043 | |
| M | 3555 | 10.1% |
| F | 3488 | 9.9% |
| m | 3488 | 9.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 35148 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 10531 | |
| a | 7043 | |
| l | 7043 | |
| M | 3555 | 10.1% |
| F | 3488 | 9.9% |
| m | 3488 | 9.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 35148 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 10531 | |
| a | 7043 | |
| l | 7043 | |
| M | 3555 | 10.1% |
| F | 3488 | 9.9% |
| m | 3488 | 9.9% |
Senior Citizen
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 5901 | |
| True | 1142 | 16.2% |
| Value | Count | Frequency (%) |
| False | 3641 | |
| True | 3402 |
| Value | Count | Frequency (%) |
| False | 5416 | |
| True | 1627 | 23.1% |
Tenure Months
Real number (ℝ)
High correlation
| Distinct | 73 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.371149 |
| Minimum | 0 |
|---|---|
| Maximum | 72 |
| Zeros | 11 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 55.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 9 |
| median | 29 |
| Q3 | 55 |
| 95-th percentile | 72 |
| Maximum | 72 |
| Range | 72 |
| Interquartile range (IQR) | 46 |
Descriptive statistics
| Standard deviation | 24.559481 |
|---|---|
| Coefficient of variation (CV) | 0.75868426 |
| Kurtosis | -1.3873716 |
| Mean | 32.371149 |
| Median Absolute Deviation (MAD) | 22 |
| Skewness | 0.23953975 |
| Sum | 227990 |
| Variance | 603.16811 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 613 | 8.7% |
| 72 | 362 | 5.1% |
| 2 | 238 | 3.4% |
| 3 | 200 | 2.8% |
| 4 | 176 | 2.5% |
| 71 | 170 | 2.4% |
| 5 | 133 | 1.9% |
| 7 | 131 | 1.9% |
| 8 | 123 | 1.7% |
| 70 | 119 | 1.7% |
| Other values (63) | 4778 |
| Value | Count | Frequency (%) |
| 0 | 11 | 0.2% |
| 1 | 613 | |
| 2 | 238 | 3.4% |
| 3 | 200 | 2.8% |
| 4 | 176 | 2.5% |
| 5 | 133 | 1.9% |
| 6 | 110 | 1.6% |
| 7 | 131 | 1.9% |
| 8 | 123 | 1.7% |
| 9 | 119 | 1.7% |
| Value | Count | Frequency (%) |
| 72 | 362 | |
| 71 | 170 | |
| 70 | 119 | 1.7% |
| 69 | 95 | 1.3% |
| 68 | 100 | 1.4% |
| 67 | 98 | 1.4% |
| 66 | 89 | 1.3% |
| 65 | 76 | 1.1% |
| 64 | 80 | 1.1% |
| 63 | 72 | 1.0% |
Phone Service
Boolean
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 6361 | |
| False | 682 | 9.7% |
Multiple Lines
Categorical
High correlation
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 363.1 KiB |
| No | |
|---|---|
| Yes | |
| No phone service |
Length
| Max length | 16 |
|---|---|
| Median length | 3 |
| Mean length | 3.7775096 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No |
|---|---|
| 2nd row | No |
| 3rd row | Yes |
| 4th row | Yes |
| 5th row | Yes |
Common Values
| Value | Count | Frequency (%) |
| No | 3390 | |
| Yes | 2971 | |
| No phone service | 682 | 9.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 4072 | |
| yes | 2971 | |
| phone | 682 | 8.1% |
| service | 682 | 8.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 5017 | |
| o | 4754 | |
| N | 4072 | |
| s | 3653 | |
| Y | 2971 | |
| 1364 | 5.1% | |
| p | 682 | 2.6% |
| h | 682 | 2.6% |
| n | 682 | 2.6% |
| r | 682 | 2.6% |
| Other values (3) | 2046 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 26605 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 5017 | |
| o | 4754 | |
| N | 4072 | |
| s | 3653 | |
| Y | 2971 | |
| 1364 | 5.1% | |
| p | 682 | 2.6% |
| h | 682 | 2.6% |
| n | 682 | 2.6% |
| r | 682 | 2.6% |
| Other values (3) | 2046 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 26605 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 5017 | |
| o | 4754 | |
| N | 4072 | |
| s | 3653 | |
| Y | 2971 | |
| 1364 | 5.1% | |
| p | 682 | 2.6% |
| h | 682 | 2.6% |
| n | 682 | 2.6% |
| r | 682 | 2.6% |
| Other values (3) | 2046 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 26605 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 5017 | |
| o | 4754 | |
| N | 4072 | |
| s | 3653 | |
| Y | 2971 | |
| 1364 | 5.1% | |
| p | 682 | 2.6% |
| h | 682 | 2.6% |
| n | 682 | 2.6% |
| r | 682 | 2.6% |
| Other values (3) | 2046 |
Internet Service
Categorical
High correlation
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 380.5 KiB |
| Fiber optic | |
|---|---|
| DSL | |
| No |
Length
| Max length | 11 |
|---|---|
| Median length | 3 |
| Mean length | 6.3000142 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | DSL |
|---|---|
| 2nd row | Fiber optic |
| 3rd row | Fiber optic |
| 4th row | Fiber optic |
| 5th row | Fiber optic |
Common Values
| Value | Count | Frequency (%) |
| Fiber optic | 3096 | |
| DSL | 2421 | |
| No | 1526 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| fiber | 3096 | |
| optic | 3096 | |
| dsl | 2421 | |
| no | 1526 |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 6192 | |
| o | 4622 | |
| F | 3096 | 7.0% |
| b | 3096 | 7.0% |
| e | 3096 | 7.0% |
| r | 3096 | 7.0% |
| 3096 | 7.0% | |
| p | 3096 | 7.0% |
| t | 3096 | 7.0% |
| c | 3096 | 7.0% |
| Other values (4) | 8789 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 44371 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| i | 6192 | |
| o | 4622 | |
| F | 3096 | 7.0% |
| b | 3096 | 7.0% |
| e | 3096 | 7.0% |
| r | 3096 | 7.0% |
| 3096 | 7.0% | |
| p | 3096 | 7.0% |
| t | 3096 | 7.0% |
| c | 3096 | 7.0% |
| Other values (4) | 8789 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 44371 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| i | 6192 | |
| o | 4622 | |
| F | 3096 | 7.0% |
| b | 3096 | 7.0% |
| e | 3096 | 7.0% |
| r | 3096 | 7.0% |
| 3096 | 7.0% | |
| p | 3096 | 7.0% |
| t | 3096 | 7.0% |
| c | 3096 | 7.0% |
| Other values (4) | 8789 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 44371 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| i | 6192 | |
| o | 4622 | |
| F | 3096 | 7.0% |
| b | 3096 | 7.0% |
| e | 3096 | 7.0% |
| r | 3096 | 7.0% |
| 3096 | 7.0% | |
| p | 3096 | 7.0% |
| t | 3096 | 7.0% |
| c | 3096 | 7.0% |
| Other values (4) | 8789 |
Online Security
Categorical
High correlation
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 378.2 KiB |
| No | |
|---|---|
| Yes | |
| No internet service |
Length
| Max length | 19 |
|---|---|
| Median length | 3 |
| Mean length | 5.9700412 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Yes |
|---|---|
| 2nd row | No |
| 3rd row | No |
| 4th row | No |
| 5th row | No |
Common Values
| Value | Count | Frequency (%) |
| No | 3498 | |
| Yes | 2019 | |
| No internet service | 1526 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 5024 | |
| yes | 2019 | |
| internet | 1526 | 15.1% |
| service | 1526 | 15.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 8123 | |
| N | 5024 | |
| o | 5024 | |
| s | 3545 | |
| 3052 | 7.3% | |
| i | 3052 | 7.3% |
| n | 3052 | 7.3% |
| t | 3052 | 7.3% |
| r | 3052 | 7.3% |
| Y | 2019 | 4.8% |
| Other values (2) | 3052 | 7.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 42047 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 8123 | |
| N | 5024 | |
| o | 5024 | |
| s | 3545 | |
| 3052 | 7.3% | |
| i | 3052 | 7.3% |
| n | 3052 | 7.3% |
| t | 3052 | 7.3% |
| r | 3052 | 7.3% |
| Y | 2019 | 4.8% |
| Other values (2) | 3052 | 7.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 42047 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 8123 | |
| N | 5024 | |
| o | 5024 | |
| s | 3545 | |
| 3052 | 7.3% | |
| i | 3052 | 7.3% |
| n | 3052 | 7.3% |
| t | 3052 | 7.3% |
| r | 3052 | 7.3% |
| Y | 2019 | 4.8% |
| Other values (2) | 3052 | 7.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 42047 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 8123 | |
| N | 5024 | |
| o | 5024 | |
| s | 3545 | |
| 3052 | 7.3% | |
| i | 3052 | 7.3% |
| n | 3052 | 7.3% |
| t | 3052 | 7.3% |
| r | 3052 | 7.3% |
| Y | 2019 | 4.8% |
| Other values (2) | 3052 | 7.3% |
Online Backup
Categorical
High correlation
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 378.6 KiB |
| No | |
|---|---|
| Yes | |
| No internet service |
Length
| Max length | 19 |
|---|---|
| Median length | 3 |
| Mean length | 6.028255 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Yes |
|---|---|
| 2nd row | No |
| 3rd row | No |
| 4th row | No |
| 5th row | Yes |
Common Values
| Value | Count | Frequency (%) |
| No | 3088 | |
| Yes | 2429 | |
| No internet service | 1526 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 4614 | |
| yes | 2429 | |
| internet | 1526 | 15.1% |
| service | 1526 | 15.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 8533 | |
| N | 4614 | |
| o | 4614 | |
| s | 3955 | |
| 3052 | 7.2% | |
| i | 3052 | 7.2% |
| n | 3052 | 7.2% |
| t | 3052 | 7.2% |
| r | 3052 | 7.2% |
| Y | 2429 | 5.7% |
| Other values (2) | 3052 | 7.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 42457 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 8533 | |
| N | 4614 | |
| o | 4614 | |
| s | 3955 | |
| 3052 | 7.2% | |
| i | 3052 | 7.2% |
| n | 3052 | 7.2% |
| t | 3052 | 7.2% |
| r | 3052 | 7.2% |
| Y | 2429 | 5.7% |
| Other values (2) | 3052 | 7.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 42457 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 8533 | |
| N | 4614 | |
| o | 4614 | |
| s | 3955 | |
| 3052 | 7.2% | |
| i | 3052 | 7.2% |
| n | 3052 | 7.2% |
| t | 3052 | 7.2% |
| r | 3052 | 7.2% |
| Y | 2429 | 5.7% |
| Other values (2) | 3052 | 7.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 42457 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 8533 | |
| N | 4614 | |
| o | 4614 | |
| s | 3955 | |
| 3052 | 7.2% | |
| i | 3052 | 7.2% |
| n | 3052 | 7.2% |
| t | 3052 | 7.2% |
| r | 3052 | 7.2% |
| Y | 2429 | 5.7% |
| Other values (2) | 3052 | 7.2% |
Device Protection
Categorical
High correlation
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 378.6 KiB |
| No | |
|---|---|
| Yes | |
| No internet service |
Length
| Max length | 19 |
|---|---|
| Median length | 3 |
| Mean length | 6.0272611 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No |
|---|---|
| 2nd row | No |
| 3rd row | Yes |
| 4th row | Yes |
| 5th row | Yes |
Common Values
| Value | Count | Frequency (%) |
| No | 3095 | |
| Yes | 2422 | |
| No internet service | 1526 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 4621 | |
| yes | 2422 | |
| internet | 1526 | 15.1% |
| service | 1526 | 15.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 8526 | |
| N | 4621 | |
| o | 4621 | |
| s | 3948 | |
| 3052 | 7.2% | |
| i | 3052 | 7.2% |
| n | 3052 | 7.2% |
| t | 3052 | 7.2% |
| r | 3052 | 7.2% |
| Y | 2422 | 5.7% |
| Other values (2) | 3052 | 7.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 42450 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 8526 | |
| N | 4621 | |
| o | 4621 | |
| s | 3948 | |
| 3052 | 7.2% | |
| i | 3052 | 7.2% |
| n | 3052 | 7.2% |
| t | 3052 | 7.2% |
| r | 3052 | 7.2% |
| Y | 2422 | 5.7% |
| Other values (2) | 3052 | 7.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 42450 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 8526 | |
| N | 4621 | |
| o | 4621 | |
| s | 3948 | |
| 3052 | 7.2% | |
| i | 3052 | 7.2% |
| n | 3052 | 7.2% |
| t | 3052 | 7.2% |
| r | 3052 | 7.2% |
| Y | 2422 | 5.7% |
| Other values (2) | 3052 | 7.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 42450 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 8526 | |
| N | 4621 | |
| o | 4621 | |
| s | 3948 | |
| 3052 | 7.2% | |
| i | 3052 | 7.2% |
| n | 3052 | 7.2% |
| t | 3052 | 7.2% |
| r | 3052 | 7.2% |
| Y | 2422 | 5.7% |
| Other values (2) | 3052 | 7.2% |
Tech Support
Categorical
High correlation
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 378.2 KiB |
| No | |
|---|---|
| Yes | |
| No internet service |
Length
| Max length | 19 |
|---|---|
| Median length | 3 |
| Mean length | 5.9735908 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No |
|---|---|
| 2nd row | No |
| 3rd row | No |
| 4th row | Yes |
| 5th row | No |
Common Values
| Value | Count | Frequency (%) |
| No | 3473 | |
| Yes | 2044 | |
| No internet service | 1526 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 4999 | |
| yes | 2044 | |
| internet | 1526 | 15.1% |
| service | 1526 | 15.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 8148 | |
| N | 4999 | |
| o | 4999 | |
| s | 3570 | |
| 3052 | 7.3% | |
| i | 3052 | 7.3% |
| n | 3052 | 7.3% |
| t | 3052 | 7.3% |
| r | 3052 | 7.3% |
| Y | 2044 | 4.9% |
| Other values (2) | 3052 | 7.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 42072 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 8148 | |
| N | 4999 | |
| o | 4999 | |
| s | 3570 | |
| 3052 | 7.3% | |
| i | 3052 | 7.3% |
| n | 3052 | 7.3% |
| t | 3052 | 7.3% |
| r | 3052 | 7.3% |
| Y | 2044 | 4.9% |
| Other values (2) | 3052 | 7.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 42072 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 8148 | |
| N | 4999 | |
| o | 4999 | |
| s | 3570 | |
| 3052 | 7.3% | |
| i | 3052 | 7.3% |
| n | 3052 | 7.3% |
| t | 3052 | 7.3% |
| r | 3052 | 7.3% |
| Y | 2044 | 4.9% |
| Other values (2) | 3052 | 7.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 42072 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 8148 | |
| N | 4999 | |
| o | 4999 | |
| s | 3570 | |
| 3052 | 7.3% | |
| i | 3052 | 7.3% |
| n | 3052 | 7.3% |
| t | 3052 | 7.3% |
| r | 3052 | 7.3% |
| Y | 2044 | 4.9% |
| Other values (2) | 3052 | 7.3% |
Streaming TV
Categorical
High correlation
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 378.9 KiB |
| No | |
|---|---|
| Yes | |
| No internet service |
Length
| Max length | 19 |
|---|---|
| Median length | 3 |
| Mean length | 6.0677268 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No |
|---|---|
| 2nd row | No |
| 3rd row | Yes |
| 4th row | Yes |
| 5th row | Yes |
Common Values
| Value | Count | Frequency (%) |
| No | 2810 | |
| Yes | 2707 | |
| No internet service | 1526 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 4336 | |
| yes | 2707 | |
| internet | 1526 | 15.1% |
| service | 1526 | 15.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 8811 | |
| N | 4336 | |
| o | 4336 | |
| s | 4233 | |
| 3052 | 7.1% | |
| i | 3052 | 7.1% |
| n | 3052 | 7.1% |
| t | 3052 | 7.1% |
| r | 3052 | 7.1% |
| Y | 2707 | 6.3% |
| Other values (2) | 3052 | 7.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 42735 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 8811 | |
| N | 4336 | |
| o | 4336 | |
| s | 4233 | |
| 3052 | 7.1% | |
| i | 3052 | 7.1% |
| n | 3052 | 7.1% |
| t | 3052 | 7.1% |
| r | 3052 | 7.1% |
| Y | 2707 | 6.3% |
| Other values (2) | 3052 | 7.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 42735 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 8811 | |
| N | 4336 | |
| o | 4336 | |
| s | 4233 | |
| 3052 | 7.1% | |
| i | 3052 | 7.1% |
| n | 3052 | 7.1% |
| t | 3052 | 7.1% |
| r | 3052 | 7.1% |
| Y | 2707 | 6.3% |
| Other values (2) | 3052 | 7.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 42735 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 8811 | |
| N | 4336 | |
| o | 4336 | |
| s | 4233 | |
| 3052 | 7.1% | |
| i | 3052 | 7.1% |
| n | 3052 | 7.1% |
| t | 3052 | 7.1% |
| r | 3052 | 7.1% |
| Y | 2707 | 6.3% |
| Other values (2) | 3052 | 7.1% |
Streaming Movies
Categorical
High correlation
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 378.9 KiB |
| No | |
|---|---|
| Yes | |
| No internet service |
Length
| Max length | 19 |
|---|---|
| Median length | 3 |
| Mean length | 6.0712764 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No |
|---|---|
| 2nd row | No |
| 3rd row | Yes |
| 4th row | Yes |
| 5th row | Yes |
Common Values
| Value | Count | Frequency (%) |
| No | 2785 | |
| Yes | 2732 | |
| No internet service | 1526 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 4311 | |
| yes | 2732 | |
| internet | 1526 | 15.1% |
| service | 1526 | 15.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 8836 | |
| N | 4311 | |
| o | 4311 | |
| s | 4258 | |
| 3052 | 7.1% | |
| i | 3052 | 7.1% |
| n | 3052 | 7.1% |
| t | 3052 | 7.1% |
| r | 3052 | 7.1% |
| Y | 2732 | 6.4% |
| Other values (2) | 3052 | 7.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 42760 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 8836 | |
| N | 4311 | |
| o | 4311 | |
| s | 4258 | |
| 3052 | 7.1% | |
| i | 3052 | 7.1% |
| n | 3052 | 7.1% |
| t | 3052 | 7.1% |
| r | 3052 | 7.1% |
| Y | 2732 | 6.4% |
| Other values (2) | 3052 | 7.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 42760 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 8836 | |
| N | 4311 | |
| o | 4311 | |
| s | 4258 | |
| 3052 | 7.1% | |
| i | 3052 | 7.1% |
| n | 3052 | 7.1% |
| t | 3052 | 7.1% |
| r | 3052 | 7.1% |
| Y | 2732 | 6.4% |
| Other values (2) | 3052 | 7.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 42760 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 8836 | |
| N | 4311 | |
| o | 4311 | |
| s | 4258 | |
| 3052 | 7.1% | |
| i | 3052 | 7.1% |
| n | 3052 | 7.1% |
| t | 3052 | 7.1% |
| r | 3052 | 7.1% |
| Y | 2732 | 6.4% |
| Other values (2) | 3052 | 7.1% |
Contract
Categorical
High correlation
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 414.9 KiB |
| Month-to-month | |
|---|---|
| Two year | |
| One year |
Length
| Max length | 14 |
|---|---|
| Median length | 14 |
| Mean length | 11.30115 |
| Min length | 8 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Month-to-month |
|---|---|
| 2nd row | Month-to-month |
| 3rd row | Month-to-month |
| 4th row | Month-to-month |
| 5th row | Month-to-month |
Common Values
| Value | Count | Frequency (%) |
| Month-to-month | 3875 | |
| Two year | 1695 | |
| One year | 1473 | 20.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| month-to-month | 3875 | |
| year | 3168 | |
| two | 1695 | |
| one | 1473 | 14.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 13320 | |
| t | 11625 | |
| n | 9223 | |
| h | 7750 | |
| - | 7750 | |
| e | 4641 | 5.8% |
| M | 3875 | 4.9% |
| m | 3875 | 4.9% |
| 3168 | 4.0% | |
| y | 3168 | 4.0% |
| Other values (5) | 11199 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 79594 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 13320 | |
| t | 11625 | |
| n | 9223 | |
| h | 7750 | |
| - | 7750 | |
| e | 4641 | 5.8% |
| M | 3875 | 4.9% |
| m | 3875 | 4.9% |
| 3168 | 4.0% | |
| y | 3168 | 4.0% |
| Other values (5) | 11199 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 79594 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 13320 | |
| t | 11625 | |
| n | 9223 | |
| h | 7750 | |
| - | 7750 | |
| e | 4641 | 5.8% |
| M | 3875 | 4.9% |
| m | 3875 | 4.9% |
| 3168 | 4.0% | |
| y | 3168 | 4.0% |
| Other values (5) | 11199 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 79594 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 13320 | |
| t | 11625 | |
| n | 9223 | |
| h | 7750 | |
| - | 7750 | |
| e | 4641 | 5.8% |
| M | 3875 | 4.9% |
| m | 3875 | 4.9% |
| 3168 | 4.0% | |
| y | 3168 | 4.0% |
| Other values (5) | 11199 |
Paperless Billing
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 4171 | |
| False | 2872 |
Payment Method
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 464.9 KiB |
| Electronic check | |
|---|---|
| Mailed check | |
| Bank transfer (automatic) | |
| Credit card (automatic) |
Length
| Max length | 25 |
|---|---|
| Median length | 23 |
| Mean length | 18.570212 |
| Min length | 12 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Mailed check |
|---|---|
| 2nd row | Electronic check |
| 3rd row | Electronic check |
| 4th row | Electronic check |
| 5th row | Bank transfer (automatic) |
Common Values
| Value | Count | Frequency (%) |
| Electronic check | 2365 | |
| Mailed check | 1612 | |
| Bank transfer (automatic) | 1544 | |
| Credit card (automatic) | 1522 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| check | 3977 | |
| automatic | 3066 | |
| electronic | 2365 | |
| mailed | 1612 | |
| bank | 1544 | 9.0% |
| transfer | 1544 | 9.0% |
| credit | 1522 | 8.9% |
| card | 1522 | 8.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| c | 17272 | |
| a | 12354 | 9.4% |
| t | 11563 | 8.8% |
| e | 11020 | 8.4% |
| 10109 | 7.7% | |
| i | 8565 | 6.5% |
| r | 8497 | 6.5% |
| k | 5521 | 4.2% |
| n | 5453 | 4.2% |
| o | 5431 | 4.2% |
| Other values (13) | 35005 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 130790 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| c | 17272 | |
| a | 12354 | 9.4% |
| t | 11563 | 8.8% |
| e | 11020 | 8.4% |
| 10109 | 7.7% | |
| i | 8565 | 6.5% |
| r | 8497 | 6.5% |
| k | 5521 | 4.2% |
| n | 5453 | 4.2% |
| o | 5431 | 4.2% |
| Other values (13) | 35005 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 130790 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| c | 17272 | |
| a | 12354 | 9.4% |
| t | 11563 | 8.8% |
| e | 11020 | 8.4% |
| 10109 | 7.7% | |
| i | 8565 | 6.5% |
| r | 8497 | 6.5% |
| k | 5521 | 4.2% |
| n | 5453 | 4.2% |
| o | 5431 | 4.2% |
| Other values (13) | 35005 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 130790 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| c | 17272 | |
| a | 12354 | 9.4% |
| t | 11563 | 8.8% |
| e | 11020 | 8.4% |
| 10109 | 7.7% | |
| i | 8565 | 6.5% |
| r | 8497 | 6.5% |
| k | 5521 | 4.2% |
| n | 5453 | 4.2% |
| o | 5431 | 4.2% |
| Other values (13) | 35005 |
Monthly Charges
Real number (ℝ)
High correlation
| Distinct | 1585 |
|---|---|
| Distinct (%) | 22.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64.761692 |
| Minimum | 18.25 |
|---|---|
| Maximum | 118.75 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 55.2 KiB |
Quantile statistics
| Minimum | 18.25 |
|---|---|
| 5-th percentile | 19.65 |
| Q1 | 35.5 |
| median | 70.35 |
| Q3 | 89.85 |
| 95-th percentile | 107.4 |
| Maximum | 118.75 |
| Range | 100.5 |
| Interquartile range (IQR) | 54.35 |
Descriptive statistics
| Standard deviation | 30.090047 |
|---|---|
| Coefficient of variation (CV) | 0.46462725 |
| Kurtosis | -1.2572597 |
| Mean | 64.761692 |
| Median Absolute Deviation (MAD) | 24.05 |
| Skewness | -0.22052443 |
| Sum | 456116.6 |
| Variance | 905.41093 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 20.05 | 61 | 0.9% |
| 19.85 | 45 | 0.6% |
| 19.95 | 44 | 0.6% |
| 19.9 | 44 | 0.6% |
| 19.65 | 43 | 0.6% |
| 20 | 43 | 0.6% |
| 19.7 | 43 | 0.6% |
| 20.15 | 40 | 0.6% |
| 19.55 | 40 | 0.6% |
| 19.75 | 39 | 0.6% |
| Other values (1575) | 6601 |
| Value | Count | Frequency (%) |
| 18.25 | 1 | < 0.1% |
| 18.4 | 1 | < 0.1% |
| 18.55 | 1 | < 0.1% |
| 18.7 | 2 | < 0.1% |
| 18.75 | 1 | < 0.1% |
| 18.8 | 7 | |
| 18.85 | 5 | |
| 18.9 | 2 | < 0.1% |
| 18.95 | 6 | |
| 19 | 7 |
| Value | Count | Frequency (%) |
| 118.75 | 1 | |
| 118.65 | 1 | |
| 118.6 | 2 | |
| 118.35 | 1 | |
| 118.2 | 1 | |
| 117.8 | 1 | |
| 117.6 | 1 | |
| 117.5 | 1 | |
| 117.45 | 1 | |
| 117.35 | 1 |
Total Charges
Text
| Distinct | 6531 |
|---|---|
| Distinct (%) | 92.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 377.6 KiB |
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 5.877467 |
| Min length | 1 |
Unique
| Unique | 6172 ? |
|---|---|
| Unique (%) | 87.6% |
Sample
| 1st row | 108.15 |
|---|---|
| 2nd row | 151.65 |
| 3rd row | 820.5 |
| 4th row | 3046.05 |
| 5th row | 5036.3 |
| Value | Count | Frequency (%) |
| 20.2 | 11 | 0.2% |
| 19.75 | 9 | 0.1% |
| 19.65 | 8 | 0.1% |
| 20.05 | 8 | 0.1% |
| 19.9 | 8 | 0.1% |
| 19.55 | 7 | 0.1% |
| 45.3 | 7 | 0.1% |
| 20.15 | 6 | 0.1% |
| 20.25 | 6 | 0.1% |
| 19.45 | 6 | 0.1% |
| Other values (6520) | 6956 |
Most occurring characters
| Value | Count | Frequency (%) |
| 5 | 6768 | |
| . | 6708 | |
| 1 | 4234 | |
| 2 | 3529 | |
| 4 | 3466 | |
| 3 | 3347 | |
| 6 | 2964 | |
| 7 | 2835 | |
| 9 | 2661 | 6.4% |
| 8 | 2640 | 6.4% |
| Other values (2) | 2243 | 5.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 41395 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 5 | 6768 | |
| . | 6708 | |
| 1 | 4234 | |
| 2 | 3529 | |
| 4 | 3466 | |
| 3 | 3347 | |
| 6 | 2964 | |
| 7 | 2835 | |
| 9 | 2661 | 6.4% |
| 8 | 2640 | 6.4% |
| Other values (2) | 2243 | 5.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 41395 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 5 | 6768 | |
| . | 6708 | |
| 1 | 4234 | |
| 2 | 3529 | |
| 4 | 3466 | |
| 3 | 3347 | |
| 6 | 2964 | |
| 7 | 2835 | |
| 9 | 2661 | 6.4% |
| 8 | 2640 | 6.4% |
| Other values (2) | 2243 | 5.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 41395 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 5 | 6768 | |
| . | 6708 | |
| 1 | 4234 | |
| 2 | 3529 | |
| 4 | 3466 | |
| 3 | 3347 | |
| 6 | 2964 | |
| 7 | 2835 | |
| 9 | 2661 | 6.4% |
| 8 | 2640 | 6.4% |
| Other values (2) | 2243 | 5.4% |
Churn Label
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 5174 | |
| True | 1869 | 26.5% |
Churn Value
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 344.0 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 5174 | |
| 1 | 1869 | 26.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 5174 | |
| 1 | 1869 | 26.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 5174 | |
| 1 | 1869 | 26.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 7043 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 5174 | |
| 1 | 1869 | 26.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 7043 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 5174 | |
| 1 | 1869 | 26.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 7043 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 5174 | |
| 1 | 1869 | 26.5% |
Churn Score
Real number (ℝ)
High correlation
| Distinct | 85 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 58.699418 |
| Minimum | 5 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 55.2 KiB |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 24 |
| Q1 | 40 |
| median | 61 |
| Q3 | 75 |
| 95-th percentile | 94 |
| Maximum | 100 |
| Range | 95 |
| Interquartile range (IQR) | 35 |
Descriptive statistics
| Standard deviation | 21.525131 |
|---|---|
| Coefficient of variation (CV) | 0.36670092 |
| Kurtosis | -1.0056791 |
| Mean | 58.699418 |
| Median Absolute Deviation (MAD) | 17 |
| Skewness | -0.089839989 |
| Sum | 413420 |
| Variance | 463.33125 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 80 | 151 | 2.1% |
| 71 | 148 | 2.1% |
| 77 | 145 | 2.1% |
| 67 | 143 | 2.0% |
| 76 | 141 | 2.0% |
| 68 | 141 | 2.0% |
| 70 | 140 | 2.0% |
| 69 | 140 | 2.0% |
| 78 | 138 | 2.0% |
| 72 | 137 | 1.9% |
| Other values (75) | 5619 |
| Value | Count | Frequency (%) |
| 5 | 1 | < 0.1% |
| 7 | 2 | < 0.1% |
| 8 | 2 | < 0.1% |
| 9 | 3 | < 0.1% |
| 20 | 83 | |
| 21 | 84 | |
| 22 | 82 | |
| 23 | 78 | |
| 24 | 86 | |
| 25 | 85 |
| Value | Count | Frequency (%) |
| 100 | 50 | |
| 99 | 54 | |
| 98 | 50 | |
| 97 | 64 | |
| 96 | 52 | |
| 95 | 43 | |
| 94 | 46 | |
| 93 | 47 | |
| 92 | 48 | |
| 91 | 45 |
CLTV
Real number (ℝ)
| Distinct | 3438 |
|---|---|
| Distinct (%) | 48.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4400.2958 |
| Minimum | 2003 |
|---|---|
| Maximum | 6500 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 55.2 KiB |
Quantile statistics
| Minimum | 2003 |
|---|---|
| 5-th percentile | 2296 |
| Q1 | 3469 |
| median | 4527 |
| Q3 | 5380.5 |
| 95-th percentile | 6087 |
| Maximum | 6500 |
| Range | 4497 |
| Interquartile range (IQR) | 1911.5 |
Descriptive statistics
| Standard deviation | 1183.0572 |
|---|---|
| Coefficient of variation (CV) | 0.26885855 |
| Kurtosis | -0.93403248 |
| Mean | 4400.2958 |
| Median Absolute Deviation (MAD) | 922 |
| Skewness | -0.3116021 |
| Sum | 30991283 |
| Variance | 1399624.2 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 5546 | 8 | 0.1% |
| 4741 | 7 | 0.1% |
| 5527 | 7 | 0.1% |
| 5092 | 7 | 0.1% |
| 4745 | 7 | 0.1% |
| 5461 | 7 | 0.1% |
| 5137 | 7 | 0.1% |
| 4115 | 7 | 0.1% |
| 2269 | 7 | 0.1% |
| 4369 | 7 | 0.1% |
| Other values (3428) | 6972 |
| Value | Count | Frequency (%) |
| 2003 | 3 | |
| 2004 | 3 | |
| 2006 | 1 | < 0.1% |
| 2007 | 4 | |
| 2008 | 1 | < 0.1% |
| 2009 | 2 | |
| 2010 | 3 | |
| 2011 | 2 | |
| 2013 | 2 | |
| 2014 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 6500 | 1 | < 0.1% |
| 6499 | 2 | |
| 6495 | 1 | < 0.1% |
| 6494 | 2 | |
| 6492 | 3 | |
| 6491 | 1 | < 0.1% |
| 6490 | 1 | < 0.1% |
| 6489 | 1 | < 0.1% |
| 6488 | 1 | < 0.1% |
| 6487 | 2 |
Churn Reason
Categorical
High correlation Missing
| Distinct | 20 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 5174 |
| Missing (%) | 73.5% |
| Memory size | 418.5 KiB |
| Attitude of support person | |
|---|---|
| Competitor offered higher download speeds | |
| Competitor offered more data | |
| Don't know | |
| Competitor made better offer | |
| Other values (15) |
Length
| Max length | 41 |
|---|---|
| Median length | 31 |
| Mean length | 25.194222 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Competitor made better offer |
|---|---|
| 2nd row | Moved |
| 3rd row | Moved |
| 4th row | Moved |
| 5th row | Competitor had better devices |
Common Values
| Value | Count | Frequency (%) |
| Attitude of support person | 192 | 2.7% |
| Competitor offered higher download speeds | 189 | 2.7% |
| Competitor offered more data | 162 | 2.3% |
| Don't know | 154 | 2.2% |
| Competitor made better offer | 140 | 2.0% |
| Attitude of service provider | 135 | 1.9% |
| Competitor had better devices | 130 | 1.8% |
| Network reliability | 103 | 1.5% |
| Product dissatisfaction | 102 | 1.4% |
| Price too high | 98 | 1.4% |
| Other values (10) | 464 | 6.6% |
| (Missing) | 5174 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| competitor | 621 | 9.5% |
| of | 542 | 8.3% |
| offered | 351 | 5.3% |
| attitude | 327 | 5.0% |
| better | 270 | 4.1% |
| support | 231 | 3.5% |
| service | 224 | 3.4% |
| data | 219 | 3.3% |
| person | 192 | 2.9% |
| dissatisfaction | 191 | 2.9% |
| Other values (37) | 3396 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 5658 | |
| o | 4751 | 10.1% |
| 4695 | 10.0% | |
| t | 4427 | 9.4% |
| r | 3512 | 7.5% |
| i | 3114 | 6.6% |
| d | 2659 | 5.6% |
| s | 2225 | 4.7% |
| a | 1942 | 4.1% |
| f | 1891 | 4.0% |
| Other values (27) | 12214 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 47088 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 5658 | |
| o | 4751 | 10.1% |
| 4695 | 10.0% | |
| t | 4427 | 9.4% |
| r | 3512 | 7.5% |
| i | 3114 | 6.6% |
| d | 2659 | 5.6% |
| s | 2225 | 4.7% |
| a | 1942 | 4.1% |
| f | 1891 | 4.0% |
| Other values (27) | 12214 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 47088 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 5658 | |
| o | 4751 | 10.1% |
| 4695 | 10.0% | |
| t | 4427 | 9.4% |
| r | 3512 | 7.5% |
| i | 3114 | 6.6% |
| d | 2659 | 5.6% |
| s | 2225 | 4.7% |
| a | 1942 | 4.1% |
| f | 1891 | 4.0% |
| Other values (27) | 12214 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 47088 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 5658 | |
| o | 4751 | 10.1% |
| 4695 | 10.0% | |
| t | 4427 | 9.4% |
| r | 3512 | 7.5% |
| i | 3114 | 6.6% |
| d | 2659 | 5.6% |
| s | 2225 | 4.7% |
| a | 1942 | 4.1% |
| f | 1891 | 4.0% |
| Other values (27) | 12214 |
Interactions
Correlations
| CLTV | Churn Label | Churn Reason | Churn Score | Churn Value | Contract | Dependents | Device Protection | Gender | Internet Service | Latitude | Longitude | Monthly Charges | Multiple Lines | Online Backup | Online Security | Paperless Billing | Partner | Payment Method | Phone Service | Senior Citizen | Streaming Movies | Streaming TV | Tech Support | Tenure Months | Zip Code | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CLTV | 1.000 | 0.141 | 0.048 | -0.079 | 0.141 | 0.222 | 0.062 | 0.102 | 0.037 | 0.000 | -0.007 | 0.003 | 0.108 | 0.104 | 0.112 | 0.113 | 0.015 | 0.165 | 0.103 | 0.025 | 0.000 | 0.092 | 0.082 | 0.099 | 0.367 | -0.002 |
| Churn Label | 0.141 | 1.000 | 1.000 | 0.772 | 1.000 | 0.410 | 0.248 | 0.281 | 0.000 | 0.322 | 0.022 | 0.000 | 0.276 | 0.036 | 0.292 | 0.347 | 0.191 | 0.150 | 0.303 | 0.000 | 0.150 | 0.230 | 0.230 | 0.343 | 0.364 | 0.000 |
| Churn Reason | 0.048 | 1.000 | 1.000 | 0.017 | 1.000 | 0.056 | 0.000 | 0.052 | 0.027 | 0.058 | 0.103 | 0.071 | 0.035 | 0.061 | 0.060 | 0.000 | 0.000 | 0.000 | 0.016 | 0.043 | 0.064 | 0.000 | 0.044 | 0.000 | 0.000 | 0.101 |
| Churn Score | -0.079 | 0.772 | 0.017 | 1.000 | 0.772 | 0.222 | 0.203 | 0.147 | 0.000 | 0.173 | -0.004 | 0.004 | 0.131 | 0.035 | 0.148 | 0.187 | 0.147 | 0.113 | 0.129 | 0.031 | 0.124 | 0.118 | 0.117 | 0.183 | -0.238 | -0.003 |
| Churn Value | 0.141 | 1.000 | 1.000 | 0.772 | 1.000 | 0.410 | 0.248 | 0.281 | 0.000 | 0.322 | 0.022 | 0.000 | 0.276 | 0.036 | 0.292 | 0.347 | 0.191 | 0.150 | 0.303 | 0.000 | 0.150 | 0.230 | 0.230 | 0.343 | 0.364 | 0.000 |
| Contract | 0.222 | 0.410 | 0.056 | 0.222 | 0.410 | 1.000 | 0.203 | 0.297 | 0.000 | 0.206 | 0.000 | 0.000 | 0.253 | 0.079 | 0.258 | 0.301 | 0.177 | 0.296 | 0.266 | 0.000 | 0.143 | 0.238 | 0.235 | 0.331 | 0.515 | 0.000 |
| Dependents | 0.062 | 0.248 | 0.000 | 0.203 | 0.248 | 0.203 | 1.000 | 0.178 | 0.000 | 0.195 | 0.000 | 0.024 | 0.177 | 0.023 | 0.187 | 0.206 | 0.118 | 0.363 | 0.141 | 0.000 | 0.174 | 0.171 | 0.172 | 0.194 | 0.134 | 0.001 |
| Device Protection | 0.102 | 0.281 | 0.052 | 0.147 | 0.281 | 0.297 | 0.178 | 1.000 | 0.000 | 0.707 | 0.027 | 0.021 | 0.731 | 0.246 | 0.719 | 0.717 | 0.321 | 0.166 | 0.286 | 0.172 | 0.182 | 0.736 | 0.734 | 0.726 | 0.264 | 0.013 |
| Gender | 0.037 | 0.000 | 0.027 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.007 | 0.000 | 0.000 | 0.002 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.006 |
| Internet Service | 0.000 | 0.322 | 0.058 | 0.173 | 0.322 | 0.206 | 0.195 | 0.707 | 0.000 | 1.000 | 0.026 | 0.016 | 0.886 | 0.396 | 0.707 | 0.724 | 0.378 | 0.000 | 0.312 | 0.452 | 0.265 | 0.716 | 0.717 | 0.723 | 0.011 | 0.015 |
| Latitude | -0.007 | 0.022 | 0.103 | -0.004 | 0.022 | 0.000 | 0.000 | 0.027 | 0.000 | 0.026 | 1.000 | -0.861 | -0.020 | 0.000 | 0.042 | 0.036 | 0.003 | 0.000 | 0.019 | 0.000 | 0.000 | 0.033 | 0.024 | 0.037 | -0.004 | 0.892 |
| Longitude | 0.003 | 0.000 | 0.071 | 0.004 | 0.000 | 0.000 | 0.024 | 0.021 | 0.000 | 0.016 | -0.861 | 1.000 | 0.024 | 0.000 | 0.018 | 0.019 | 0.000 | 0.034 | 0.023 | 0.000 | 0.000 | 0.026 | 0.015 | 0.029 | -0.002 | -0.744 |
| Monthly Charges | 0.108 | 0.276 | 0.035 | 0.131 | 0.276 | 0.253 | 0.177 | 0.731 | 0.007 | 0.886 | -0.020 | 0.024 | 1.000 | 0.569 | 0.719 | 0.709 | 0.360 | 0.156 | 0.249 | 0.664 | 0.234 | 0.789 | 0.791 | 0.715 | 0.276 | -0.006 |
| Multiple Lines | 0.104 | 0.036 | 0.061 | 0.035 | 0.036 | 0.079 | 0.023 | 0.246 | 0.000 | 0.396 | 0.000 | 0.000 | 0.569 | 1.000 | 0.245 | 0.229 | 0.165 | 0.143 | 0.166 | 1.000 | 0.146 | 0.262 | 0.261 | 0.230 | 0.243 | 0.027 |
| Online Backup | 0.112 | 0.292 | 0.060 | 0.148 | 0.292 | 0.258 | 0.187 | 0.719 | 0.000 | 0.707 | 0.042 | 0.018 | 0.719 | 0.245 | 1.000 | 0.718 | 0.321 | 0.152 | 0.282 | 0.172 | 0.182 | 0.714 | 0.715 | 0.720 | 0.263 | 0.024 |
| Online Security | 0.113 | 0.347 | 0.000 | 0.187 | 0.347 | 0.301 | 0.206 | 0.717 | 0.002 | 0.724 | 0.036 | 0.019 | 0.709 | 0.229 | 0.718 | 1.000 | 0.341 | 0.151 | 0.304 | 0.175 | 0.210 | 0.708 | 0.708 | 0.733 | 0.236 | 0.028 |
| Paperless Billing | 0.015 | 0.191 | 0.000 | 0.147 | 0.191 | 0.177 | 0.118 | 0.321 | 0.000 | 0.378 | 0.003 | 0.000 | 0.360 | 0.165 | 0.321 | 0.341 | 1.000 | 0.008 | 0.248 | 0.011 | 0.156 | 0.332 | 0.336 | 0.329 | 0.000 | 0.000 |
| Partner | 0.165 | 0.150 | 0.000 | 0.113 | 0.150 | 0.296 | 0.363 | 0.166 | 0.000 | 0.000 | 0.000 | 0.034 | 0.156 | 0.143 | 0.152 | 0.151 | 0.008 | 1.000 | 0.161 | 0.012 | 0.011 | 0.128 | 0.136 | 0.127 | 0.378 | 0.018 |
| Payment Method | 0.103 | 0.303 | 0.016 | 0.129 | 0.303 | 0.266 | 0.141 | 0.286 | 0.000 | 0.312 | 0.019 | 0.023 | 0.249 | 0.166 | 0.282 | 0.304 | 0.248 | 0.161 | 1.000 | 0.000 | 0.195 | 0.274 | 0.273 | 0.306 | 0.233 | 0.000 |
| Phone Service | 0.025 | 0.000 | 0.043 | 0.031 | 0.000 | 0.000 | 0.000 | 0.172 | 0.000 | 0.452 | 0.000 | 0.000 | 0.664 | 1.000 | 0.172 | 0.175 | 0.011 | 0.012 | 0.000 | 1.000 | 0.000 | 0.177 | 0.180 | 0.176 | 0.000 | 0.029 |
| Senior Citizen | 0.000 | 0.150 | 0.064 | 0.124 | 0.150 | 0.143 | 0.174 | 0.182 | 0.000 | 0.265 | 0.000 | 0.000 | 0.234 | 0.146 | 0.182 | 0.210 | 0.156 | 0.011 | 0.195 | 0.000 | 1.000 | 0.188 | 0.185 | 0.223 | 0.022 | 0.000 |
| Streaming Movies | 0.092 | 0.230 | 0.000 | 0.118 | 0.230 | 0.238 | 0.171 | 0.736 | 0.000 | 0.716 | 0.033 | 0.026 | 0.789 | 0.262 | 0.714 | 0.708 | 0.332 | 0.128 | 0.274 | 0.177 | 0.188 | 1.000 | 0.771 | 0.716 | 0.210 | 0.024 |
| Streaming TV | 0.082 | 0.230 | 0.044 | 0.117 | 0.230 | 0.235 | 0.172 | 0.734 | 0.000 | 0.717 | 0.024 | 0.015 | 0.791 | 0.261 | 0.715 | 0.708 | 0.336 | 0.136 | 0.273 | 0.180 | 0.185 | 0.771 | 1.000 | 0.716 | 0.203 | 0.020 |
| Tech Support | 0.099 | 0.343 | 0.000 | 0.183 | 0.343 | 0.331 | 0.194 | 0.726 | 0.000 | 0.723 | 0.037 | 0.029 | 0.715 | 0.230 | 0.720 | 0.733 | 0.329 | 0.127 | 0.306 | 0.176 | 0.223 | 0.716 | 0.716 | 1.000 | 0.235 | 0.022 |
| Tenure Months | 0.367 | 0.364 | 0.000 | -0.238 | 0.364 | 0.515 | 0.134 | 0.264 | 0.000 | 0.011 | -0.004 | -0.002 | 0.276 | 0.243 | 0.263 | 0.236 | 0.000 | 0.378 | 0.233 | 0.000 | 0.022 | 0.210 | 0.203 | 0.235 | 1.000 | 0.003 |
| Zip Code | -0.002 | 0.000 | 0.101 | -0.003 | 0.000 | 0.000 | 0.001 | 0.013 | 0.006 | 0.015 | 0.892 | -0.744 | -0.006 | 0.027 | 0.024 | 0.028 | 0.000 | 0.018 | 0.000 | 0.029 | 0.000 | 0.024 | 0.020 | 0.022 | 0.003 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| CustomerID | Count | Country | State | City | Zip Code | Lat Long | Latitude | Longitude | Gender | Senior Citizen | Partner | Dependents | Tenure Months | Phone Service | Multiple Lines | Internet Service | Online Security | Online Backup | Device Protection | Tech Support | Streaming TV | Streaming Movies | Contract | Paperless Billing | Payment Method | Monthly Charges | Total Charges | Churn Label | Churn Value | Churn Score | CLTV | Churn Reason | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 3668-QPYBK | 1 | United States | California | Los Angeles | 90003 | 33.964131, -118.272783 | 33.964131 | -118.272783 | Male | No | No | No | 2 | Yes | No | DSL | Yes | Yes | No | No | No | No | Month-to-month | Yes | Mailed check | 53.85 | 108.15 | Yes | 1 | 86 | 3239 | Competitor made better offer |
| 1 | 9237-HQITU | 1 | United States | California | Los Angeles | 90005 | 34.059281, -118.30742 | 34.059281 | -118.307420 | Female | No | No | Yes | 2 | Yes | No | Fiber optic | No | No | No | No | No | No | Month-to-month | Yes | Electronic check | 70.70 | 151.65 | Yes | 1 | 67 | 2701 | Moved |
| 2 | 9305-CDSKC | 1 | United States | California | Los Angeles | 90006 | 34.048013, -118.293953 | 34.048013 | -118.293953 | Female | No | No | Yes | 8 | Yes | Yes | Fiber optic | No | No | Yes | No | Yes | Yes | Month-to-month | Yes | Electronic check | 99.65 | 820.5 | Yes | 1 | 86 | 5372 | Moved |
| 3 | 7892-POOKP | 1 | United States | California | Los Angeles | 90010 | 34.062125, -118.315709 | 34.062125 | -118.315709 | Female | No | Yes | Yes | 28 | Yes | Yes | Fiber optic | No | No | Yes | Yes | Yes | Yes | Month-to-month | Yes | Electronic check | 104.80 | 3046.05 | Yes | 1 | 84 | 5003 | Moved |
| 4 | 0280-XJGEX | 1 | United States | California | Los Angeles | 90015 | 34.039224, -118.266293 | 34.039224 | -118.266293 | Male | No | No | Yes | 49 | Yes | Yes | Fiber optic | No | Yes | Yes | No | Yes | Yes | Month-to-month | Yes | Bank transfer (automatic) | 103.70 | 5036.3 | Yes | 1 | 89 | 5340 | Competitor had better devices |
| 5 | 4190-MFLUW | 1 | United States | California | Los Angeles | 90020 | 34.066367, -118.309868 | 34.066367 | -118.309868 | Female | No | Yes | No | 10 | Yes | No | DSL | No | No | Yes | Yes | No | No | Month-to-month | No | Credit card (automatic) | 55.20 | 528.35 | Yes | 1 | 78 | 5925 | Competitor offered higher download speeds |
| 6 | 8779-QRDMV | 1 | United States | California | Los Angeles | 90022 | 34.02381, -118.156582 | 34.023810 | -118.156582 | Male | Yes | No | No | 1 | No | No phone service | DSL | No | No | Yes | No | No | Yes | Month-to-month | Yes | Electronic check | 39.65 | 39.65 | Yes | 1 | 100 | 5433 | Competitor offered more data |
| 7 | 1066-JKSGK | 1 | United States | California | Los Angeles | 90024 | 34.066303, -118.435479 | 34.066303 | -118.435479 | Male | No | No | No | 1 | Yes | No | No | No internet service | No internet service | No internet service | No internet service | No internet service | No internet service | Month-to-month | No | Mailed check | 20.15 | 20.15 | Yes | 1 | 92 | 4832 | Competitor made better offer |
| 8 | 6467-CHFZW | 1 | United States | California | Los Angeles | 90028 | 34.099869, -118.326843 | 34.099869 | -118.326843 | Male | No | Yes | Yes | 47 | Yes | Yes | Fiber optic | No | Yes | No | No | Yes | Yes | Month-to-month | Yes | Electronic check | 99.35 | 4749.15 | Yes | 1 | 77 | 5789 | Competitor had better devices |
| 9 | 8665-UTDHZ | 1 | United States | California | Los Angeles | 90029 | 34.089953, -118.294824 | 34.089953 | -118.294824 | Male | No | Yes | No | 1 | No | No phone service | DSL | No | Yes | No | No | No | No | Month-to-month | No | Electronic check | 30.20 | 30.2 | Yes | 1 | 97 | 2915 | Competitor had better devices |
| CustomerID | Count | Country | State | City | Zip Code | Lat Long | Latitude | Longitude | Gender | Senior Citizen | Partner | Dependents | Tenure Months | Phone Service | Multiple Lines | Internet Service | Online Security | Online Backup | Device Protection | Tech Support | Streaming TV | Streaming Movies | Contract | Paperless Billing | Payment Method | Monthly Charges | Total Charges | Churn Label | Churn Value | Churn Score | CLTV | Churn Reason | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 7033 | 0871-OPBXW | 1 | United States | California | Twentynine Palms | 92277 | 34.17211, -115.769773 | 34.172110 | -115.769773 | Female | No | No | No | 2 | Yes | No | No | No internet service | No internet service | No internet service | No internet service | No internet service | No internet service | Month-to-month | Yes | Mailed check | 20.05 | 39.25 | No | 0 | 80 | 5191 | NaN |
| 7034 | 3605-JISKB | 1 | United States | California | Twentynine Palms | 92278 | 34.457829, -116.139589 | 34.457829 | -116.139589 | Male | Yes | Yes | No | 55 | Yes | Yes | DSL | Yes | Yes | No | No | No | No | One year | No | Credit card (automatic) | 60.00 | 3316.1 | No | 0 | 71 | 4212 | NaN |
| 7035 | 9767-FFLEM | 1 | United States | California | Westmorland | 92281 | 33.03679, -115.60503 | 33.036790 | -115.605030 | Male | No | No | No | 38 | Yes | No | Fiber optic | No | No | No | No | No | No | Month-to-month | Yes | Credit card (automatic) | 69.50 | 2625.25 | No | 0 | 35 | 4591 | NaN |
| 7036 | 8456-QDAVC | 1 | United States | California | Winterhaven | 92283 | 32.852947, -114.850784 | 32.852947 | -114.850784 | Male | No | No | No | 19 | Yes | No | Fiber optic | No | No | No | No | Yes | No | Month-to-month | Yes | Bank transfer (automatic) | 78.70 | 1495.1 | No | 0 | 20 | 2464 | NaN |
| 7037 | 7750-EYXWZ | 1 | United States | California | Yucca Valley | 92284 | 34.159534, -116.425984 | 34.159534 | -116.425984 | Female | No | No | No | 12 | No | No phone service | DSL | No | Yes | Yes | Yes | Yes | Yes | One year | No | Electronic check | 60.65 | 743.3 | No | 0 | 24 | 3740 | NaN |
| 7038 | 2569-WGERO | 1 | United States | California | Landers | 92285 | 34.341737, -116.539416 | 34.341737 | -116.539416 | Female | No | No | No | 72 | Yes | No | No | No internet service | No internet service | No internet service | No internet service | No internet service | No internet service | Two year | Yes | Bank transfer (automatic) | 21.15 | 1419.4 | No | 0 | 45 | 5306 | NaN |
| 7039 | 6840-RESVB | 1 | United States | California | Adelanto | 92301 | 34.667815, -117.536183 | 34.667815 | -117.536183 | Male | No | Yes | Yes | 24 | Yes | Yes | DSL | Yes | No | Yes | Yes | Yes | Yes | One year | Yes | Mailed check | 84.80 | 1990.5 | No | 0 | 59 | 2140 | NaN |
| 7040 | 2234-XADUH | 1 | United States | California | Amboy | 92304 | 34.559882, -115.637164 | 34.559882 | -115.637164 | Female | No | Yes | Yes | 72 | Yes | Yes | Fiber optic | No | Yes | Yes | No | Yes | Yes | One year | Yes | Credit card (automatic) | 103.20 | 7362.9 | No | 0 | 71 | 5560 | NaN |
| 7041 | 4801-JZAZL | 1 | United States | California | Angelus Oaks | 92305 | 34.1678, -116.86433 | 34.167800 | -116.864330 | Female | No | Yes | Yes | 11 | No | No phone service | DSL | Yes | No | No | No | No | No | Month-to-month | Yes | Electronic check | 29.60 | 346.45 | No | 0 | 59 | 2793 | NaN |
| 7042 | 3186-AJIEK | 1 | United States | California | Apple Valley | 92308 | 34.424926, -117.184503 | 34.424926 | -117.184503 | Male | No | No | No | 66 | Yes | No | Fiber optic | Yes | No | Yes | Yes | Yes | Yes | Two year | Yes | Bank transfer (automatic) | 105.65 | 6844.5 | No | 0 | 38 | 5097 | NaN |